{"id":"W4388326273","doi":"10.1016/j.puhe.2023.10.008","title":"The state of integrated disease surveillance in seven countries: a synthesis report","year":2023,"lang":"en","type":"article","venue":"Public Health","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Public Health Agency of Canada","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Conceptualization; Operationalization; CLARITY; Workforce; Focus group; Corporate governance; Public health; Maturity (psychological); Disease surveillance; Public relations; Qualitative property; Conceptual framework; Business; Political science; Process management; Medicine; Economic growth; Computer science; Sociology; Nursing; Marketing; Finance; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005148752,0.0001540388,0.000495811,0.0002321294,0.000103771,0.00003852273,0.0002281873,0.0000281015,0.00005229589],"category_scores_gemma":[0.007941319,0.0001086952,0.0000772537,0.001561883,0.0001745062,0.0001052511,0.00008463647,0.0001813459,0.00007928349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003287863,"about_ca_system_score_gemma":0.004476498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113198,"about_ca_topic_score_gemma":0.00127049,"domain_scores_codex":[0.997135,0.0004295874,0.0008208922,0.0003646582,0.0005616209,0.0006882864],"domain_scores_gemma":[0.996988,0.0008278336,0.0003367853,0.0009311514,0.000296364,0.0006198551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004571078,0.0002344813,0.8747078,0.0008754081,0.0001110293,0.0008750384,0.0008298343,0.00002671149,0.000006297912,0.0002346189,0.03930242,0.08233928],"study_design_scores_gemma":[0.0003452961,0.00003106774,0.7434146,0.000120551,0.000003124802,0.00001471383,0.0002205947,0.0009747123,0.000003176191,0.0001089502,0.2546747,0.00008851758],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9069248,0.001242171,0.0001194606,0.08639344,0.0003088229,0.001215067,0.002665078,0.0004796148,0.0006515268],"genre_scores_gemma":[0.9955311,0.001762966,0.00003686578,0.0008716159,0.00003846068,0.000149584,0.0006488919,0.00003323136,0.0009272395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2153723,"threshold_uncertainty_score":0.9507074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225082971092832,"score_gpt":0.3230090499170535,"score_spread":0.2907582202061252,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}